{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mean-Variance Optimization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MPT solves for the optimal portfolio weights to minimize volatility for a given expected return, or maximize returns for a given level of volatility. The key requisite input are expected asset returns, standard deviations, and the covariance matrix. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Diversification works because the variance of portfolio returns depends on the covariance of the assets and can be reduced below the weighted average of the asset variances by including assets with less than perfect correlation. In particular, given a vector, ω, of portfolio weights and the covariance matrix, $\\Sigma$, the portfolio variance, $\\sigma_{\\text{PF}}$ is defined as:\n",
    "$$\\sigma_{\\text{PF}}=\\omega^T\\Sigma\\omega$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Markowitz showed that the problem of maximizing the expected portfolio return subject to a target risk has an equivalent dual representation of minimizing portfolio risk subject to a target expected return level, $μ_{PF}$. Hence, the optimization problem becomes:\n",
    "$$\n",
    "\\begin{align}\n",
    "\\min_\\omega & \\quad\\quad\\sigma^2_{\\text{PF}}= \\omega^T\\Sigma\\omega\\\\\n",
    "\\text{s.t.} &\\quad\\quad \\mu_{\\text{PF}}= \\omega^T\\mu\\\\ \n",
    "&\\quad\\quad \\lVert\\omega\\rVert =1\n",
    "\\end{align}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can calculate an efficient frontier using `scipy.optimize.minimize` and the historical estimates for asset returns, standard deviations, and the covariance matrix. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:00.938899Z",
     "start_time": "2020-06-17T16:11:00.934168Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:02.162644Z",
     "start_time": "2020-06-17T16:11:00.943962Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from numpy.random import random, uniform, dirichlet, choice\n",
    "from numpy.linalg import inv\n",
    "\n",
    "from scipy.optimize import minimize\n",
    "\n",
    "import pandas_datareader.data as web\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:02.171305Z",
     "start_time": "2020-06-17T16:11:02.164022Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:02.222190Z",
     "start_time": "2020-06-17T16:11:02.172730Z"
    }
   },
   "outputs": [],
   "source": [
    "cmap = sns.diverging_palette(10, 240, n=9, as_cmap=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We select historical data for tickers included in the S&P500 (according to Wikipedia) from 1998-2017."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:02.358482Z",
     "start_time": "2020-06-17T16:11:02.228503Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore('../data/assets.h5') as store:\n",
    "    sp500_stocks = store['sp500/stocks']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:02.392814Z",
     "start_time": "2020-06-17T16:11:02.362171Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gics_sector</th>\n",
       "      <th>gics_sub_industry</th>\n",
       "      <th>location</th>\n",
       "      <th>first_added</th>\n",
       "      <th>cik</th>\n",
       "      <th>founded</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ticker</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MMM</th>\n",
       "      <td>3M Company</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>Industrial Conglomerates</td>\n",
       "      <td>St. Paul, Minnesota</td>\n",
       "      <td>1976-08-09</td>\n",
       "      <td>66740</td>\n",
       "      <td>1902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABT</th>\n",
       "      <td>Abbott Laboratories</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Health Care Equipment</td>\n",
       "      <td>North Chicago, Illinois</td>\n",
       "      <td>1964-03-31</td>\n",
       "      <td>1800</td>\n",
       "      <td>1888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABBV</th>\n",
       "      <td>AbbVie Inc.</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Pharmaceuticals</td>\n",
       "      <td>North Chicago, Illinois</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>1551152</td>\n",
       "      <td>2013 (1888)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABMD</th>\n",
       "      <td>ABIOMED Inc</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Health Care Equipment</td>\n",
       "      <td>Danvers, Massachusetts</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>815094</td>\n",
       "      <td>1981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACN</th>\n",
       "      <td>Accenture plc</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>IT Consulting &amp; Other Services</td>\n",
       "      <td>Dublin, Ireland</td>\n",
       "      <td>2011-07-06</td>\n",
       "      <td>1467373</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name             gics_sector  \\\n",
       "ticker                                                \n",
       "MMM              3M Company             Industrials   \n",
       "ABT     Abbott Laboratories             Health Care   \n",
       "ABBV            AbbVie Inc.             Health Care   \n",
       "ABMD            ABIOMED Inc             Health Care   \n",
       "ACN           Accenture plc  Information Technology   \n",
       "\n",
       "                     gics_sub_industry                 location first_added  \\\n",
       "ticker                                                                        \n",
       "MMM           Industrial Conglomerates      St. Paul, Minnesota  1976-08-09   \n",
       "ABT              Health Care Equipment  North Chicago, Illinois  1964-03-31   \n",
       "ABBV                   Pharmaceuticals  North Chicago, Illinois  2012-12-31   \n",
       "ABMD             Health Care Equipment   Danvers, Massachusetts  2018-05-31   \n",
       "ACN     IT Consulting & Other Services          Dublin, Ireland  2011-07-06   \n",
       "\n",
       "            cik      founded  \n",
       "ticker                        \n",
       "MMM       66740         1902  \n",
       "ABT        1800         1888  \n",
       "ABBV    1551152  2013 (1888)  \n",
       "ABMD     815094         1981  \n",
       "ACN     1467373         1989  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp500_stocks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.760630Z",
     "start_time": "2020-06-17T16:11:02.400547Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore('../data/assets.h5') as store:\n",
    "    prices = (store['quandl/wiki/prices']\n",
    "              .adj_close\n",
    "              .unstack('ticker')\n",
    "              .filter(sp500_stocks.index)\n",
    "              .sample(n=30, axis=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Inputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.764875Z",
     "start_time": "2020-06-17T16:11:10.762528Z"
    }
   },
   "outputs": [],
   "source": [
    "start = 2008\n",
    "end = 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create month-end monthly returns and drop dates that have no observations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.882015Z",
     "start_time": "2020-06-17T16:11:10.766310Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 521 entries, 2008-01-13 to 2017-12-31\n",
      "Freq: W-SUN\n",
      "Data columns (total 25 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   WYNN    521 non-null    float64\n",
      " 1   FIS     521 non-null    float64\n",
      " 2   VLO     521 non-null    float64\n",
      " 3   MRK     521 non-null    float64\n",
      " 4   DTE     521 non-null    float64\n",
      " 5   REGN    521 non-null    float64\n",
      " 6   TEL     521 non-null    float64\n",
      " 7   YUM     521 non-null    float64\n",
      " 8   HST     521 non-null    float64\n",
      " 9   AES     521 non-null    float64\n",
      " 10  XOM     521 non-null    float64\n",
      " 11  NEE     521 non-null    float64\n",
      " 12  HAL     521 non-null    float64\n",
      " 13  TJX     521 non-null    float64\n",
      " 14  AXP     521 non-null    float64\n",
      " 15  IR      521 non-null    float64\n",
      " 16  CERN    521 non-null    float64\n",
      " 17  IVZ     521 non-null    float64\n",
      " 18  XLNX    521 non-null    float64\n",
      " 19  LOW     521 non-null    float64\n",
      " 20  WEC     521 non-null    float64\n",
      " 21  ETFC    521 non-null    float64\n",
      " 22  XEL     521 non-null    float64\n",
      " 23  CDNS    521 non-null    float64\n",
      " 24  BXP     521 non-null    float64\n",
      "dtypes: float64(25)\n",
      "memory usage: 105.8 KB\n"
     ]
    }
   ],
   "source": [
    "weekly_returns = prices.loc[f'{start}':f'{end}'].resample('W').last().pct_change().dropna(how='all')\n",
    "weekly_returns = weekly_returns.dropna(axis=1)\n",
    "weekly_returns.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set  Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.886386Z",
     "start_time": "2020-06-17T16:11:10.883717Z"
    }
   },
   "outputs": [],
   "source": [
    "stocks = weekly_returns.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.898017Z",
     "start_time": "2020-06-17T16:11:10.888090Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25, 521)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_obs, n_assets = weekly_returns.shape\n",
    "n_assets, n_obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.905379Z",
     "start_time": "2020-06-17T16:11:10.899686Z"
    }
   },
   "outputs": [],
   "source": [
    "NUM_PF = 100000 # no of portfolios to simulate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.914069Z",
     "start_time": "2020-06-17T16:11:10.906813Z"
    }
   },
   "outputs": [],
   "source": [
    "x0 = uniform(0, 1, n_assets)\n",
    "x0 /= np.sum(np.abs(x0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Annualization Factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.930283Z",
     "start_time": "2020-06-17T16:11:10.916232Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "periods_per_year = round(weekly_returns.resample('A').size().mean())\n",
    "periods_per_year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute Mean Returns, Covariance and Precision Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.981664Z",
     "start_time": "2020-06-17T16:11:10.931762Z"
    }
   },
   "outputs": [],
   "source": [
    "mean_returns = weekly_returns.mean()\n",
    "cov_matrix = weekly_returns.cov()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The precision matrix is the inverse of the covariance matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:10.991618Z",
     "start_time": "2020-06-17T16:11:10.983307Z"
    }
   },
   "outputs": [],
   "source": [
    "precision_matrix = pd.DataFrame(inv(cov_matrix), index=stocks, columns=stocks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Risk-Free Rate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load historical 10-year Treasury rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:11.412789Z",
     "start_time": "2020-06-17T16:11:10.993297Z"
    }
   },
   "outputs": [],
   "source": [
    "treasury_10yr_monthly = (web.DataReader('DGS10', 'fred', start, end)\n",
    "                         .resample('M')\n",
    "                         .last()\n",
    "                         .div(periods_per_year)\n",
    "                         .div(100)\n",
    "                         .squeeze())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:11.434060Z",
     "start_time": "2020-06-17T16:11:11.414948Z"
    }
   },
   "outputs": [],
   "source": [
    "rf_rate = treasury_10yr_monthly.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulate Random Portfolios"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simulation generates random weights using the Dirichlet distribution, and computes the mean, standard deviation, and SR for each sample portfolio using the historical return data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:11.455222Z",
     "start_time": "2020-06-17T16:11:11.440540Z"
    }
   },
   "outputs": [],
   "source": [
    "def simulate_portfolios(mean_ret, cov, rf_rate=rf_rate, short=True):\n",
    "    alpha = np.full(shape=n_assets, fill_value=.05)\n",
    "    weights = dirichlet(alpha=alpha, size=NUM_PF)\n",
    "    if short:\n",
    "        weights *= choice([-1, 1], size=weights.shape)\n",
    "\n",
    "    returns = weights @ mean_ret.values + 1\n",
    "    returns = returns ** periods_per_year - 1\n",
    "    std = (weights @ weekly_returns.T).std(1)\n",
    "    std *= np.sqrt(periods_per_year)\n",
    "    sharpe = (returns - rf_rate) / std\n",
    "    return pd.DataFrame({'Annualized Standard Deviation': std,\n",
    "                         'Annualized Returns': returns,\n",
    "                         'Sharpe Ratio': sharpe}), weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:13.415251Z",
     "start_time": "2020-06-17T16:11:11.457814Z"
    }
   },
   "outputs": [],
   "source": [
    "simul_perf, simul_wt = simulate_portfolios(mean_returns, cov_matrix, short=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:13.912321Z",
     "start_time": "2020-06-17T16:11:13.428294Z"
    }
   },
   "outputs": [
    {
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       "      <th>count</th>\n",
       "      <td>100000.000</td>\n",
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       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>...</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "      <td>100000.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.041</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.039</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.041</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.131</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.133</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.132</td>\n",
       "      <td>0.129</td>\n",
       "      <td>...</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.128</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.132</td>\n",
       "      <td>0.132</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.132</td>\n",
       "      <td>0.130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.998</td>\n",
       "      <td>0.998</td>\n",
       "      <td>0.999</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.998</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.999</td>\n",
       "      <td>1.000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.998</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.998</td>\n",
       "      <td>0.998</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              0          1          2          3          4          5   \\\n",
       "count 100000.000 100000.000 100000.000 100000.000 100000.000 100000.000   \n",
       "mean       0.040      0.040      0.040      0.040      0.041      0.040   \n",
       "std        0.131      0.131      0.130      0.131      0.133      0.131   \n",
       "min        0.000      0.000      0.000      0.000      0.000      0.000   \n",
       "25%        0.000      0.000      0.000      0.000      0.000      0.000   \n",
       "50%        0.000      0.000      0.000      0.000      0.000      0.000   \n",
       "75%        0.002      0.002      0.002      0.002      0.002      0.002   \n",
       "max        0.998      0.998      0.999      1.000      1.000      0.999   \n",
       "\n",
       "              6          7          8          9   ...         15         16  \\\n",
       "count 100000.000 100000.000 100000.000 100000.000  ... 100000.000 100000.000   \n",
       "mean       0.040      0.040      0.040      0.040  ...      0.039      0.039   \n",
       "std        0.130      0.131      0.132      0.129  ...      0.130      0.128   \n",
       "min        0.000      0.000      0.000      0.000  ...      0.000      0.000   \n",
       "25%        0.000      0.000      0.000      0.000  ...      0.000      0.000   \n",
       "50%        0.000      0.000      0.000      0.000  ...      0.000      0.000   \n",
       "75%        0.003      0.002      0.002      0.002  ...      0.002      0.002   \n",
       "max        0.998      0.999      0.999      1.000  ...      1.000      1.000   \n",
       "\n",
       "              17         18         19         20         21         22  \\\n",
       "count 100000.000 100000.000 100000.000 100000.000 100000.000 100000.000   \n",
       "mean       0.040      0.040      0.041      0.040      0.040      0.040   \n",
       "std        0.130      0.132      0.132      0.131      0.131      0.131   \n",
       "min        0.000      0.000      0.000      0.000      0.000      0.000   \n",
       "25%        0.000      0.000      0.000      0.000      0.000      0.000   \n",
       "50%        0.000      0.000      0.000      0.000      0.000      0.000   \n",
       "75%        0.002      0.002      0.003      0.002      0.002      0.002   \n",
       "max        0.998      0.999      0.998      0.998      0.999      0.999   \n",
       "\n",
       "              23         24  \n",
       "count 100000.000 100000.000  \n",
       "mean       0.040      0.040  \n",
       "std        0.132      0.130  \n",
       "min        0.000      0.000  \n",
       "25%        0.000      0.000  \n",
       "50%        0.000      0.000  \n",
       "75%        0.002      0.002  \n",
       "max        0.999      0.999  \n",
       "\n",
       "[8 rows x 25 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(simul_wt)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Simulated Portfolios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.128354Z",
     "start_time": "2020-06-17T16:11:13.916756Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max Sharpe: 19.42%, 25.70%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = simul_perf.plot.scatter(x=0, y=1, c=2, cmap='Blues',\n",
    "                             alpha=0.5, figsize=(14, 9), colorbar=True,\n",
    "                             title=f'{NUM_PF:,d} Simulated Portfolios')\n",
    "\n",
    "max_sharpe_idx = simul_perf.iloc[:, 2].idxmax()\n",
    "sd, r = simul_perf.iloc[max_sharpe_idx, :2].values\n",
    "print(f'Max Sharpe: {sd:.2%}, {r:.2%}')\n",
    "ax.scatter(sd, r, marker='*', color='darkblue', s=500, label='Max. Sharpe Ratio')\n",
    "\n",
    "min_vol_idx = simul_perf.iloc[:, 0].idxmin()\n",
    "sd, r = simul_perf.iloc[min_vol_idx, :2].values\n",
    "ax.scatter(sd, r, marker='*', color='green', s=500, label='Min Volatility')\n",
    "plt.legend(labelspacing=1, loc='upper left')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Annualize PF Performance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll set up the quadratic optimization problem to solve for the minimum standard deviation for a given return or the maximum SR. \n",
    "\n",
    "To this end, define the functions that measure the key metrics:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.135543Z",
     "start_time": "2020-06-17T16:11:17.132450Z"
    }
   },
   "outputs": [],
   "source": [
    "def portfolio_std(wt, rt=None, cov=None):\n",
    "    \"\"\"Annualized PF standard deviation\"\"\"\n",
    "    return np.sqrt(wt @ cov @ wt * periods_per_year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.157965Z",
     "start_time": "2020-06-17T16:11:17.136895Z"
    }
   },
   "outputs": [],
   "source": [
    "def portfolio_returns(wt, rt=None, cov=None):\n",
    "    \"\"\"Annualized PF returns\"\"\"\n",
    "    return (wt @ rt + 1) ** periods_per_year - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.166336Z",
     "start_time": "2020-06-17T16:11:17.159165Z"
    }
   },
   "outputs": [],
   "source": [
    "def portfolio_performance(wt, rt, cov):\n",
    "    \"\"\"Annualized PF returns & standard deviation\"\"\"\n",
    "    r = portfolio_returns(wt, rt=rt)\n",
    "    sd = portfolio_std(wt, cov=cov)\n",
    "    return r, sd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Max Sharpe PF"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a target function that represents the negative SR for scipy's minimize function to optimize, given the constraints that the weights are bounded by [-1, 1], if short trading is permitted, and [0, 1] otherwise, and sum to one in absolute terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.174499Z",
     "start_time": "2020-06-17T16:11:17.167506Z"
    }
   },
   "outputs": [],
   "source": [
    "def neg_sharpe_ratio(weights, mean_ret, cov):\n",
    "    r, sd = portfolio_performance(weights, mean_ret, cov)\n",
    "    return -(r - rf_rate) / sd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.186198Z",
     "start_time": "2020-06-17T16:11:17.175737Z"
    }
   },
   "outputs": [],
   "source": [
    "weight_constraint = {'type': 'eq', \n",
    "                     'fun': lambda x: np.sum(np.abs(x))-1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.194761Z",
     "start_time": "2020-06-17T16:11:17.187399Z"
    }
   },
   "outputs": [],
   "source": [
    "def max_sharpe_ratio(mean_ret, cov, short=False):\n",
    "    return minimize(fun=neg_sharpe_ratio,\n",
    "                    x0=x0,\n",
    "                    args=(mean_ret, cov),\n",
    "                    method='SLSQP',\n",
    "                    bounds=((-1 if short else 0, 1),) * n_assets,\n",
    "                    constraints=weight_constraint,\n",
    "                    options={'tol':1e-10, 'maxiter':1e4})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Efficient Frontier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The solution requires iterating over ranges of acceptable values to identify optimal risk-return combinations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.203694Z",
     "start_time": "2020-06-17T16:11:17.196282Z"
    }
   },
   "outputs": [],
   "source": [
    "def min_vol_target(mean_ret, cov, target, short=False):\n",
    "\n",
    "    def ret_(wt):\n",
    "        return portfolio_returns(wt, mean_ret)\n",
    "\n",
    "    constraints = [{'type': 'eq',\n",
    "                    'fun': lambda x: ret_(x) - target},\n",
    "                   weight_constraint]\n",
    "\n",
    "    bounds = ((-1 if short else 0, 1),) * n_assets\n",
    "    return minimize(portfolio_std,\n",
    "                    x0=x0,\n",
    "                    args=(mean_ret, cov),\n",
    "                    method='SLSQP',\n",
    "                    bounds=bounds,\n",
    "                    constraints=constraints,\n",
    "                    options={'tol': 1e-10, 'maxiter': 1e4})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean-variance frontier relies on in-sample, backward-looking optimization. In practice, portfolio optimization requires forward-looking input. Unfortunately, expected returns are notoriously difficult to estimate accurately.\n",
    "\n",
    "The covariance matrix can be estimated somewhat more reliably, which has given rise to several alternative approaches. However, covariance matrices with correlated assets pose computational challenges since the optimization problem requires inverting the matrix. The high condition number induces numerical instability, which in turn gives rise to Markovitz curse: the more diversification is required (by correlated investment opportunities), the more unreliable the weights produced by the algorithm. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Min Volatility Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.212924Z",
     "start_time": "2020-06-17T16:11:17.205272Z"
    }
   },
   "outputs": [],
   "source": [
    "def min_vol(mean_ret, cov, short=False):\n",
    "    bounds = ((-1 if short else 0, 1),) * n_assets\n",
    "\n",
    "    return minimize(fun=portfolio_std,\n",
    "                    x0=x0,\n",
    "                    args=(mean_ret, cov),\n",
    "                    method='SLSQP',\n",
    "                    bounds=bounds,\n",
    "                    constraints=weight_constraint,\n",
    "                    options={'tol': 1e-10, 'maxiter': 1e4})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:17.220807Z",
     "start_time": "2020-06-17T16:11:17.214487Z"
    }
   },
   "outputs": [],
   "source": [
    "def efficient_frontier(mean_ret, cov, ret_range, short=False):\n",
    "    return [min_vol_target(mean_ret, cov, ret) for ret in ret_range]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Calculation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get random PF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:19.570410Z",
     "start_time": "2020-06-17T16:11:17.222515Z"
    }
   },
   "outputs": [],
   "source": [
    "simul_perf, simul_wt = simulate_portfolios(mean_returns, cov_matrix, short=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:19.623671Z",
     "start_time": "2020-06-17T16:11:19.572792Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Annualized Standard Deviation  Annualized Returns  Sharpe Ratio\n",
      "count                     100000.000          100000.000    100000.000\n",
      "mean                           0.273               0.177         0.676\n",
      "std                            0.077               0.055         0.214\n",
      "min                            0.140               0.020         0.056\n",
      "25%                            0.218               0.148         0.511\n",
      "50%                            0.261               0.174         0.666\n",
      "75%                            0.314               0.202         0.834\n",
      "max                            0.655               0.466         1.333\n"
     ]
    }
   ],
   "source": [
    "print(simul_perf.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:19.635959Z",
     "start_time": "2020-06-17T16:11:19.627878Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Annualized Standard Deviation   0.166\n",
       "Annualized Returns              0.222\n",
       "Sharpe Ratio                    1.333\n",
       "Name: 67110, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simul_max_sharpe = simul_perf.iloc[:, 2].idxmax()\n",
    "simul_perf.iloc[simul_max_sharpe]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Max Sharpe PF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:19.834900Z",
     "start_time": "2020-06-17T16:11:19.640325Z"
    }
   },
   "outputs": [],
   "source": [
    "max_sharpe_pf = max_sharpe_ratio(mean_returns, cov_matrix, short=False)\n",
    "max_sharpe_perf = portfolio_performance(max_sharpe_pf.x, mean_returns, cov_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:19.847316Z",
     "start_time": "2020-06-17T16:11:19.839489Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ret   0.229\n",
       "sd    0.166\n",
       "sr    1.372\n",
       "dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r, sd = max_sharpe_perf\n",
    "pd.Series({'ret': r, 'sd': sd, 'sr': (r-rf_rate)/sd})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From simulated pf data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Min Vol PF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:20.098729Z",
     "start_time": "2020-06-17T16:11:19.852658Z"
    }
   },
   "outputs": [],
   "source": [
    "min_vol_pf = min_vol(mean_returns, cov_matrix, short=False)\n",
    "min_vol_perf = portfolio_performance(min_vol_pf.x, mean_returns, cov_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Efficent PFs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:29.460204Z",
     "start_time": "2020-06-17T16:11:20.104309Z"
    }
   },
   "outputs": [],
   "source": [
    "ret_range = np.linspace(simul_perf.iloc[:, 1].min(), simul_perf.iloc[:, 1].max(), 50)\n",
    "eff_pf = efficient_frontier(mean_returns, cov_matrix, ret_range, short=True)\n",
    "eff_pf = pd.Series(dict(zip([p['fun'] for p in eff_pf], ret_range)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simulation yields a subset of the feasible portfolios, and the efficient frontier identifies the optimal in-sample return-risk combinations that were achievable given historic data. \n",
    "\n",
    "The below figure shows the result including the minimum variance portfolio and the portfolio that maximizes the SR and several portfolios produce by alternative optimization strategies. The efficient frontier "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T16:11:33.821703Z",
     "start_time": "2020-06-17T16:11:29.466678Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "simul_perf.plot.scatter(x=0, y=1, c=2, ax=ax, cmap='Blues',alpha=0.25, \n",
    "                        figsize=(14, 9), colorbar=True)\n",
    "\n",
    "eff_pf[eff_pf.index.min():].plot(linestyle='--', lw=2, ax=ax, c='k',\n",
    "                                 label='Efficient Frontier')\n",
    "\n",
    "r, sd = max_sharpe_perf\n",
    "ax.scatter(sd, r, marker='*', color='k', s=500, label='Max Sharpe Ratio PF')\n",
    "\n",
    "r, sd = min_vol_perf\n",
    "ax.scatter(sd, r, marker='v', color='k', s=200, label='Min Volatility PF')\n",
    "\n",
    "kelly_wt = precision_matrix.dot(mean_returns).clip(lower=0).values\n",
    "kelly_wt /= np.sum(np.abs(kelly_wt))\n",
    "r, sd = portfolio_performance(kelly_wt, mean_returns, cov_matrix)\n",
    "ax.scatter(sd, r, marker='D', color='k', s=150, label='Kelly PF')\n",
    "\n",
    "std = weekly_returns.std()\n",
    "std /= std.sum()\n",
    "r, sd = portfolio_performance(std, mean_returns, cov_matrix)\n",
    "ax.scatter(sd, r, marker='X', color='k', s=250, label='Risk Parity PF')\n",
    "\n",
    "r, sd = portfolio_performance(np.full(n_assets, 1/n_assets), mean_returns, cov_matrix)\n",
    "ax.scatter(sd, r, marker='o', color='k', s=200, label='1/n PF')\n",
    "\n",
    "\n",
    "ax.legend(labelspacing=0.8)\n",
    "ax.set_xlim(0, eff_pf.max()+.4)\n",
    "ax.set_title('Mean-Variance Efficient Frontier', fontsize=16)\n",
    "ax.yaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0%}'.format(y)))\n",
    "ax.xaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0%}'.format(y)))\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  }
 ],
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